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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Datadog LLM Observability in the public LLM Observability benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value |
|---|---|
| public_prompt_benchmarkAnthropic citation share | 0 percentderived |
| public_prompt_benchmarkAnthropic mention coverage | 0 percentmeasured |
| public_prompt_benchmarkAnthropic recommendation-prompt presence | 0 percentmeasured |
| public_prompt_benchmarkCitation share | 6.82 percentderived |
| public_prompt_benchmarkEngine breadth | 2 enginesmeasured |
| public_prompt_benchmarkGemini citation share | 14.29 percentderived |
| public_prompt_benchmarkGemini mention coverage | 16.67 percentmeasured |
| public_prompt_benchmarkGemini recommendation-prompt presence | 0 percentmeasured |
| public_prompt_benchmarkMention coverage | 11.11 percentmeasured |
| public_prompt_benchmarkOpenAI citation share | 3.85 percentderived |
| public_prompt_benchmarkOpenAI mention coverage | 16.67 percentmeasured |
| public_prompt_benchmarkOpenAI recommendation-prompt presence | 12.5 percentmeasured |
| public_prompt_benchmarkRecommendation-prompt presence | 4.17 percentmeasured |
| public_prompt_benchmarkReviewed-brand presence share | 6.25 percentderived |
Recommendation rank, answer presence, owned-domain citation share, provider breadth, and provider-specific position from the same frozen daily cohorts. Open any cell for the full denominator and evidence.
| Market | Recommend | Presence | Citation | Breadth | OpenAI | Anthropic | Gemini | Market action |
|---|---|---|---|---|---|---|---|---|
| LLM observability | #114.2 | #811.1 | #56.8 | #112 | #1112.5 | #110 | #120 | Track market → |
Every currently published position, as of Aug 5, 2026 · 100% confidence · methodology v4-llm-observability-platforms-2026-07-27-models-64232fd32583.
| Rank | Leaderboard | Score | Movement | Explain |
|---|---|---|---|---|
| #11 | LLM Observability Platform Rank | 4.17 | 2 ranks lost | Explain LLM Observability Platform Rank rank → |
| #8 | LLM Observability Brand Visibility | 11.11 | 3 ranks lost | Explain LLM Observability Brand Visibility rank → |
| #5 | LLM Observability Citation Share | 6.82 | 3 ranks gained | Explain LLM Observability Citation Share rank → |
Ranks a reviewed LLM Observability brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
100% confidence · 100% component coverage · as of Aug 5, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt anthropic brand citation share | 0 | 0% | — |
| public prompt anthropic brand mention coverage | 0 | 0% | — |
| public prompt anthropic brand recommendation presence | 0 | 0% | — |
| public prompt brand citation share | 6.818182 | 0% | — |
| public prompt brand engine breadth | 2 | 0% | — |
| public prompt brand mention coverage | 11.111111 | 0% | — |
28 published observations for Datadog LLM Observability, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Anthropic recommendation-prompt presencepublic-prompt-anthropic-brand-recommendation-presence | 0percent | measured | Aug 5, 2026 | View source
|
| #11 |
| LLM Observability Engine Breadth |
|---|
| 2 |
| 4 ranks lost |
| Explain LLM Observability Engine Breadth rank → |
| #11 | LLM Observability Brands in OpenAI Model API Answers | 12.5 | 2 ranks lost | Explain LLM Observability Brands in OpenAI Model API Answers rank → |
|---|
| #11 | LLM Observability Brands in Anthropic Model API Answers | 0 | 4 ranks lost | Explain LLM Observability Brands in Anthropic Model API Answers rank → |
|---|
| #12 | LLM Observability Brands in Gemini Model API Answers | 0 | 2 ranks lost | Explain LLM Observability Brands in Gemini Model API Answers rank → |
|---|
| public prompt brand mention share |
|---|
| 6.25 |
| 0% |
| — |
| public prompt brand recommendation presence | 4.166667 | 100% | 4.167 |
|---|
| public prompt gemini brand citation share | 14.285714 | 0% | — |
|---|
| public prompt gemini brand mention coverage | 16.666667 | 0% | — |
|---|
| public prompt gemini brand recommendation presence | 0 | 0% | — |
|---|
| public prompt openai brand citation share | 3.846154 | 0% | — |
|---|
| public prompt openai brand mention coverage | 16.666667 | 0% | — |
|---|
| public prompt openai brand recommendation presence | 12.5 | 0% | — |
|---|
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Anthropic citation sharepublic-prompt-anthropic-brand-citation-share | 0percent | derived | Aug 5, 2026 | View source
|
|---|
| OpenAI mention coveragepublic-prompt-openai-brand-mention-coverage | 16.6667percent | measured | Aug 5, 2026 | View source
|
|---|
| Gemini mention coveragepublic-prompt-gemini-brand-mention-coverage | 16.6667percent | measured | Aug 5, 2026 | View source
|
|---|
| OpenAI recommendation-prompt presencepublic-prompt-openai-brand-recommendation-presence | 12.5percent | measured | Aug 5, 2026 | View source
|
|---|
| Gemini citation sharepublic-prompt-gemini-brand-citation-share | 14.2857percent | derived | Aug 5, 2026 | View source
|
|---|
| Mention coveragepublic-prompt-brand-mention-coverage | 11.1111percent | measured | Aug 5, 2026 | View source
|
|---|
| OpenAI citation sharepublic-prompt-openai-brand-citation-share | 3.8462percent | derived | Aug 5, 2026 | View source
|
|---|
| Anthropic mention coveragepublic-prompt-anthropic-brand-mention-coverage | 0percent | measured | Aug 5, 2026 | View source
|
|---|
| Gemini recommendation-prompt presencepublic-prompt-gemini-brand-recommendation-presence | 0percent | measured | Aug 5, 2026 | View source
|
|---|
| Recommendation-prompt presencepublic-prompt-brand-recommendation-presence | 4.1667percent | measured | Aug 5, 2026 | View source
|
|---|
| Reviewed-brand presence sharepublic-prompt-brand-mention-share | 6.25percent | derived | Aug 5, 2026 | View source
|
|---|
| Engine breadthpublic-prompt-brand-engine-breadth | 2engines | measured | Aug 5, 2026 | View source
|
|---|
| Citation sharepublic-prompt-brand-citation-share | 6.8182percent | derived | Aug 5, 2026 | View source
|
|---|
| Anthropic recommendation-prompt presencepublic-prompt-anthropic-brand-recommendation-presence | 12.5percent | measured | Jul 27, 2026 | View source
|
|---|
| OpenAI citation sharepublic-prompt-openai-brand-citation-share | 28.5714percent | derived | Jul 27, 2026 | View source
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|---|
| Engine breadthpublic-prompt-brand-engine-breadth | 3engines | measured | Jul 27, 2026 | View source
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| Mention coveragepublic-prompt-brand-mention-coverage | 16.6667percent | measured | Jul 27, 2026 | View source
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| Citation sharepublic-prompt-brand-citation-share | 3.5714percent | derived | Jul 27, 2026 | View source
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| Reviewed-brand presence sharepublic-prompt-brand-mention-share | 7.0588percent | derived | Jul 27, 2026 | View source
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|---|
| Anthropic citation sharepublic-prompt-anthropic-brand-citation-share | 0percent | derived | Jul 27, 2026 | View source
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|---|
| Gemini mention coveragepublic-prompt-gemini-brand-mention-coverage | 16.6667percent | measured | Jul 27, 2026 | View source
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|---|
| Anthropic mention coveragepublic-prompt-anthropic-brand-mention-coverage | 8.3333percent | measured | Jul 27, 2026 | View source
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|---|
| Gemini recommendation-prompt presencepublic-prompt-gemini-brand-recommendation-presence | 12.5percent | measured | Jul 27, 2026 | View source
|
|---|
| Recommendation-prompt presencepublic-prompt-brand-recommendation-presence | 12.5percent | measured | Jul 27, 2026 | View source
|
|---|
| Gemini citation sharepublic-prompt-gemini-brand-citation-share | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| OpenAI recommendation-prompt presencepublic-prompt-openai-brand-recommendation-presence | 12.5percent | measured | Jul 27, 2026 | View source
|
|---|
| OpenAI mention coveragepublic-prompt-openai-brand-mention-coverage | 25percent | measured | Jul 27, 2026 | View source
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